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### Features and enhancements[elastic-observability-9.1.0-features]
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* Adds the anonymization advanced setting for Observability AI Assistant [#224607]({{kib-pull}}224607).
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* Allows users to change the Knowledge Base model post-installation in AI Assistant Settings. [#221319]({{kib-pull}}221319).
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* Adds ELSER and e5 on EIS [#220993]({{kib-pull}}220993).
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* Only shows ELSER in EIS if the pre-configured endpoint is available [#220096]({{kib-pull}}220096).
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* Allows users to specify a Knowledge Base model to support non-English languages [#218448]({{kib-pull}}218448).
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* Allows users to archive conversations with the AI Assistant [#216012]({{kib-pull}}216012).
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* Allows users to share AI Assistant conversations [#211854]({{kib-pull}}211854).
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* Adds accordion sections for the **Attributes** tables [#224185]({{kib-pull}}224185).
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* Allows users to add the APM trace waterfall to other solutions [#216098]({{kib-pull}}216098).
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* Adds the **History** tab view for calendar-based SLOs to the SLO details page [#223825]({{kib-pull}}223825).
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* Allows users to view definitions, delete SLOs, and purge SLI data from a single page, without needing to consider instances [#222238]({{kib-pull}}222238).
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* Adds the **Definition** tab to SLO pages [#212826]({{kib-pull}}212826).
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* Adds suggested dashboards to alerts [#223424]({{kib-pull}}223424).
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* Adds the **Add to case** button to alerts [#223184]({{kib-pull}}223184).
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* Allows users to save `group by` information with dynamic mapping for custom threshold rules [#219826]({{kib-pull}}219826).
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* Allows users to link dashboards in **Rules** and **Alerts** pages [#219019]({{kib-pull}}219019).
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* Allows users to add an investigation guide to alert **Details** pages [#217106]({{kib-pull}}217106).
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* Adds KQL filter to TLS alerting rule [#215110]({{kib-pull}}215110).
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* Adds the `context.grouping` action variable in SLO burn rate and {{es}} query rules [#213550]({{kib-pull}}213550).
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* Adds the `context.grouping` action variable in custom threshold and APM rules [#212895]({{kib-pull}}212895).
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* Allows users to generate an alert for each row in query results in the {{es}} query {{esql}} rule [#212135]({{kib-pull}}212135).
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* Adds filter controls on Observability **Alerts** pages [#198495]({{kib-pull}}198495).
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* Adds support for maintenance windows in Synthetics [#222174]({{kib-pull}}222174).
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* Allows users to choose the spaces where Synthetics monitors are available [#221568]({{kib-pull}}221568).
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* Allows users to rename private location labels and tags in Synthetics [#221515]({{kib-pull}}221515).
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* Adds monitor downtime alert when Synthetics monitor has no data [#220127]({{kib-pull}}220127).
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* Adds a compact view to the Synthetics **Overview** page [#219060]({{kib-pull}}219060).
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* Adds drilldown functionality to Synthetics stats overview embeddable [#217688]({{kib-pull}}217688).
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* Adds failure store metrics to the **Data Set Quality** page [#220874]({{kib-pull}}220874).
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* Adds support for span links in the service map [#215645]({{kib-pull}}215645).
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* Adds support for `GroupStreamDefinition` to `/api/streams` endpoints [#208126]({{kib-pull}}208126).
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* Submits a comment in cases by pressing **+ Enter**[#228473]({{kib-pull}}228473).
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